๐ง SQL Interview Question (Commonly Asked)
๐
products(product_id, product_name, category_id, price)
โ Ques :
๐ Find the second highest priced product in each category.
๐งฉ How Interviewers Expect You to Think
โข Partition data by category
โข Rank products based on price (descending)
โข Understand difference between RANK, DENSE_RANK, and ROW_NUMBER
โข Handle ties properly
โข Filter after ranking logic
๐ก SQL Solution
WITH ranked_products AS (
SELECT
product_id,
product_name,
category_id,
price,
DENSE_RANK() OVER (
PARTITION BY category_id
ORDER BY price DESC
) AS price_rank
FROM products
)
SELECT
product_id,
product_name,
category_id,
price
FROM ranked_products
WHERE price_rank = 2;
๐ฅ Why this question is powerful:
โข Tests window functions deeply
โข Checks ranking logic understanding
โข Very common in Data Analyst interviews
โค๏ธ React if you want more scenario-based SQL questions
๐
products(product_id, product_name, category_id, price)
โ Ques :
๐ Find the second highest priced product in each category.
๐งฉ How Interviewers Expect You to Think
โข Partition data by category
โข Rank products based on price (descending)
โข Understand difference between RANK, DENSE_RANK, and ROW_NUMBER
โข Handle ties properly
โข Filter after ranking logic
๐ก SQL Solution
WITH ranked_products AS (
SELECT
product_id,
product_name,
category_id,
price,
DENSE_RANK() OVER (
PARTITION BY category_id
ORDER BY price DESC
) AS price_rank
FROM products
)
SELECT
product_id,
product_name,
category_id,
price
FROM ranked_products
WHERE price_rank = 2;
๐ฅ Why this question is powerful:
โข Tests window functions deeply
โข Checks ranking logic understanding
โข Very common in Data Analyst interviews
โค๏ธ React if you want more scenario-based SQL questions
โค4
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Java coding interview questions
1. Reverse a String:
Write a Java program to reverse a given string.
2. Find the Largest Element in an Array:
Find and print the largest element in an array.
3. Check for Palindrome:
Determine if a given string is a palindrome (reads the same backward as forward).
4. Factorial Calculation:
Write a function to calculate the factorial of a number.
5. Fibonacci Series:
Generate the first n numbers in the Fibonacci sequence.
6. Check for Prime Number:
Write a program to check if a given number is prime.
7. String Anagrams:
Determine if two strings are anagrams of each other.
8. Array Sorting:
Implement sorting algorithms like bubble sort, merge sort, or quicksort.
9. Binary Search:
Implement a binary search algorithm to find an element in a sorted array.
10. Duplicate Elements in an Array:
Find and print duplicate elements in an array.
11. Linked List Reversal:
Reverse a singly-linked list.
12. Matrix Operations:
Perform matrix operations like addition, multiplication, or transpose.
13. Implement a Stack:
Create a stack data structure and implement basic operations (push, pop).
14. Implement a Queue:
Create a queue data structure and implement basic operations (enqueue, dequeue).
15. Inheritance and Polymorphism:
Implement a class hierarchy with inheritance and demonstrate polymorphism.
16. Exception Handling:
Write code that demonstrates the use of try-catch blocks to handle exceptions.
17. File I/O:
Read from and write to a file using Java's file I/O capabilities.
18. Multithreading:
Create a simple multithreaded program and demonstrate thread synchronization.
19. Lambda Expressions:
Use lambda expressions to implement functional interfaces.
20. Recursive Algorithms:
Solve a problem using recursion, such as computing the factorial or Fibonacci sequence.
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Like for more โค๏ธ
1. Reverse a String:
Write a Java program to reverse a given string.
2. Find the Largest Element in an Array:
Find and print the largest element in an array.
3. Check for Palindrome:
Determine if a given string is a palindrome (reads the same backward as forward).
4. Factorial Calculation:
Write a function to calculate the factorial of a number.
5. Fibonacci Series:
Generate the first n numbers in the Fibonacci sequence.
6. Check for Prime Number:
Write a program to check if a given number is prime.
7. String Anagrams:
Determine if two strings are anagrams of each other.
8. Array Sorting:
Implement sorting algorithms like bubble sort, merge sort, or quicksort.
9. Binary Search:
Implement a binary search algorithm to find an element in a sorted array.
10. Duplicate Elements in an Array:
Find and print duplicate elements in an array.
11. Linked List Reversal:
Reverse a singly-linked list.
12. Matrix Operations:
Perform matrix operations like addition, multiplication, or transpose.
13. Implement a Stack:
Create a stack data structure and implement basic operations (push, pop).
14. Implement a Queue:
Create a queue data structure and implement basic operations (enqueue, dequeue).
15. Inheritance and Polymorphism:
Implement a class hierarchy with inheritance and demonstrate polymorphism.
16. Exception Handling:
Write code that demonstrates the use of try-catch blocks to handle exceptions.
17. File I/O:
Read from and write to a file using Java's file I/O capabilities.
18. Multithreading:
Create a simple multithreaded program and demonstrate thread synchronization.
19. Lambda Expressions:
Use lambda expressions to implement functional interfaces.
20. Recursive Algorithms:
Solve a problem using recursion, such as computing the factorial or Fibonacci sequence.
Best Java Resources: https://whatsapp.com/channel/0029VamdH5mHAdNMHMSBwg1s
Like for more โค๏ธ
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โ Official learning platform from Microsoft
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Cheat sheet on Python Frameworks:
Django: A full-featured web framework with built-in ORM, admin panel, and security features.
Flask: A lightweight microframework with a minimal set of features and high flexibility.
ORM & Admin: Built-in to Django, but need to be connected separately in Flask.
Security: Django has built-in security mechanisms, while in Flask, they need to be configured manually.
Testing: Django offers built-in testing tools, while Flask relies on third-party libraries.
Use Cases: Django is suitable for large and complex projects, while Flask is better for small applications, APIs, and prototypes.
Django: A full-featured web framework with built-in ORM, admin panel, and security features.
Flask: A lightweight microframework with a minimal set of features and high flexibility.
ORM & Admin: Built-in to Django, but need to be connected separately in Flask.
Security: Django has built-in security mechanisms, while in Flask, they need to be configured manually.
Testing: Django offers built-in testing tools, while Flask relies on third-party libraries.
Use Cases: Django is suitable for large and complex projects, while Flask is better for small applications, APIs, and prototypes.
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๐ค 500+ Hiring Partners
๐ผ Salary: โน7.4 LPA
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๐จโ๐ซ Learn from industry experts
๐ Get dedicated placement support
๐ธ Pay only after you land a job
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โ Logical Thinking
โ Debugging Skills
โ DSA Basics
โ Writing Efficient Code
โจ๏ธ 2. Strong Programming Fundamentals
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๐ฌ Tap โค๏ธ if this helped you!
๐ง 1. Problem Solving
โ Logical Thinking
โ Debugging Skills
โ DSA Basics
โ Writing Efficient Code
โจ๏ธ 2. Strong Programming Fundamentals
โ Variables & Functions
โ OOP Concepts
โ APIs & JSON
โ Error Handling
๐ 3. Popular Languages to Learn
โ Python โ AI & Automation
โ JavaScript โ Web Development
โ Java โ Enterprise Apps
โ C++ โ System Programming
๐ 4. Web Development Skills
โ Frontend Basics
โ Backend APIs
โ Databases
โ Authentication Systems
๐ Frameworks to Learn:
โ React
โ Node.js
โ Django
โ Spring Boot
๐ 5. Version Control & Collaboration
โ Git Basics
โ Team Collaboration
โ Pull Requests
โ Open Source Contributions
๐ Tools to Learn:
โ Git
โ GitHub
โก 6. Database Skills
โ SQL Queries
โ Database Design
โ Query Optimization
โ CRUD Operations
๐ Databases to Learn:
โ MySQL
โ PostgreSQL
โ MongoDB
โ๏ธ 7. Cloud & Deployment Basics
โ Hosting Applications
โ APIs Deployment
โ Docker Basics
โ CI/CD Concepts
๐ Platforms to Learn:
โ Docker
โ AWS
โ Vercel
๐ฅ 8. Build Real Projects
โ Portfolio Website
โ Chat Application
โ AI Projects
โ E-commerce App
โ Dashboard Projects
๐ก Companies donโt hire based on certificates onlyโฆ they hire people who can build real solutions.
๐ฌ Tap โค๏ธ if this helped you!
โค5
๐ ๐ง๐ผ๐ฝ ๐ฑ ๐ฆ๐ธ๐ถ๐น๐น๐ ๐ง๐ผ ๐ ๐ฎ๐๐๐ฒ๐ฟ ๐๐ป ๐ฎ๐ฌ๐ฎ๐ฒ โ ๐๐ป๐ฟ๐ผ๐น๐น ๐๐ผ๐ฟ ๐๐ฅ๐๐! ๐
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๐๐ผ๐ฟ๐ฟ๐ฒ๐ฐ๐ ๐๐ฎ๐ ๐๐ผ ๐ฎ๐๐ธ ๐ณ๐ผ๐ฟ ๐ฎ ๐ฟ๐ฒ๐ณ๐ฒ๐ฟ๐ฟ๐ฎ๐น:๐ฉ๐ป
---
Subject: Referral Request for [Position] at [Company Name]
Hi [Recipient's Name]๐,
I hope youโre doing well. Iโm interested in the [Position] at [Company] and noticed you work there. My background in data analytics, particularly in [specific expertise], aligns well with this role.
I understand the interviews will likely focus heavily on technical data analysis skills, and Iโm well-prepared, having worked on numerous projects and effectively used data-driven strategies to address complex challenges.
Here are the details for your reference:
- Job posting: [Job Link]
- Resume: [Resume Link]
- Projects and coding profile:
- GitHub: [GitHub Link]
- [Coding Profile Link] (e.g., [mention ranking/level if impressive])
I assure you that a referral will be highly valued and I will make the most of this opportunity. Iโm also happy to assist you with anything in return.
Any additional suggestion/advice you can provide would be greatly appreciated.
Thanks in advance!
Best,
[Your Full Name]
---
Subject: Referral Request for [Position] at [Company Name]
Hi [Recipient's Name]๐,
I hope youโre doing well. Iโm interested in the [Position] at [Company] and noticed you work there. My background in data analytics, particularly in [specific expertise], aligns well with this role.
I understand the interviews will likely focus heavily on technical data analysis skills, and Iโm well-prepared, having worked on numerous projects and effectively used data-driven strategies to address complex challenges.
Here are the details for your reference:
- Job posting: [Job Link]
- Resume: [Resume Link]
- Projects and coding profile:
- GitHub: [GitHub Link]
- [Coding Profile Link] (e.g., [mention ranking/level if impressive])
I assure you that a referral will be highly valued and I will make the most of this opportunity. Iโm also happy to assist you with anything in return.
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Microsoft's free ML course with quizzes & assignments.
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500 project ideas across AI/ML/CV/NLP.
6. freeCodeCamp โ http://github.com/freeCodeCamp/freeCodeCamp
Full curriculum: web dev, JS algorithms, data science, more.
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Visual roadmaps for every dev role โ frontend, backend, DevOps.
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Full CS study plan to prep for software engineering interviews.
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Learn how to design large-scale systems, with real examples.
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Algorithms & data structures explained and implemented in JS.
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Deep-dive book series on how JavaScript actually works.
12. clean-code-javascript โ http://github.com/ryanmcdermott/clean-code-javascript
Clean code principles adapted for JS with real examples.
13. public-apis โ http://github.com/public-apis/public-apis
Free APIs for literally any project idea you have.
14. free-programming-books โ http://github.com/EbookFoundation/free-programming-books
Massive list of free books across every language and stack.
15. ossu/computer-science โ http://github.com/ossu/computer-science
Full free CS degree curriculum, self-paced.
16. app-ideas โ http://github.com/florinpop17/app-ideas
Curated project ideas with difficulty levels to build a portfolio.
17. awesome-python โ http://github.com/vinta/awesome-python
Every notable Python framework, library, and resource in one place.
18. awesome-machine-learning โ http://github.com/josephmisiti/awesome-machine-learning
Curated ML frameworks and resources by language.
19. tech-interview-handbook โ http://github.com/yangshun/tech-interview-handbook
Curated interview prep material used by real candidates who got hired.
20. awesome โ http://github.com/sindresorhus/awesome
The meta-list. Every "awesome" list for every topic that exists.
Do not forget to React โค๏ธ to this message for more content like this ๐
Thanks for joining all ๐๐
1.30-Days-Of-Python โ http://github.com/Asabeneh/30-Days-Of-Python
Structured 30-day path, beginner to writing real scripts.
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Huge collection of step-by-step build tutorials across languages.
3. build-your-own-x โ http://github.com/codecrafters-io/build-your-own-x
Build your own Docker, Redis, git, etc. from scratch. 400k+ stars.
4. ML-For-Beginners โ http://github.com/microsoft/ML-For-Beginners
Microsoft's free ML course with quizzes & assignments.
5. 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code โ http://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code
500 project ideas across AI/ML/CV/NLP.
6. freeCodeCamp โ http://github.com/freeCodeCamp/freeCodeCamp
Full curriculum: web dev, JS algorithms, data science, more.
7. developer-roadmapโ http://github.com/kamranahmedse/developer-roadmap
Visual roadmaps for every dev role โ frontend, backend, DevOps.
8. coding-interview-university โ http://github.com/jwasham/coding-interview-university
Full CS study plan to prep for software engineering interviews.
9. system-design-primer โ http://github.com/donnemartin/system-design-primer
Learn how to design large-scale systems, with real examples.
10. javascript-algorithms โ http://github.com/trekhleb/javascript-algorithms
Algorithms & data structures explained and implemented in JS.
11. You-Dont-Know-JS โ http://github.com/getify/You-Dont-Know-JS
Deep-dive book series on how JavaScript actually works.
12. clean-code-javascript โ http://github.com/ryanmcdermott/clean-code-javascript
Clean code principles adapted for JS with real examples.
13. public-apis โ http://github.com/public-apis/public-apis
Free APIs for literally any project idea you have.
14. free-programming-books โ http://github.com/EbookFoundation/free-programming-books
Massive list of free books across every language and stack.
15. ossu/computer-science โ http://github.com/ossu/computer-science
Full free CS degree curriculum, self-paced.
16. app-ideas โ http://github.com/florinpop17/app-ideas
Curated project ideas with difficulty levels to build a portfolio.
17. awesome-python โ http://github.com/vinta/awesome-python
Every notable Python framework, library, and resource in one place.
18. awesome-machine-learning โ http://github.com/josephmisiti/awesome-machine-learning
Curated ML frameworks and resources by language.
19. tech-interview-handbook โ http://github.com/yangshun/tech-interview-handbook
Curated interview prep material used by real candidates who got hired.
20. awesome โ http://github.com/sindresorhus/awesome
The meta-list. Every "awesome" list for every topic that exists.
Do not forget to React โค๏ธ to this message for more content like this ๐
Thanks for joining all ๐๐
โค9
๐ ๐๐ฅ๐๐ ๐ ๐ถ๐ฐ๐ฟ๐ผ๐๐ผ๐ณ๐ ๐๐ฒ๐ฟ๐๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐๐ผ๐๐ฟ๐๐ฒ๐ ๐ป๐ฅ
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These FREE courses can help you learn Data Analytics, Power BI & Excel skills that companies actually hire for ๐
โจ What youโll learn:
โ Excel + Power BI ๐
โ Data Cleaning with Power Query
โ Interactive Dashboards
โ Modern Analytics Skills
๐ฏ Beginner Friendly + FREE Learning
๐๐ป๐ฟ๐ผ๐น๐น ๐๐ผ๐ฟ ๐๐ฅ๐๐๐:-
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๐ Perfect for Students, Freshers & Career Switchers
โค1
โ
Coding Interview Acronyms You MUST Know ๐ป๐ฅ
DSA โ Data Structures & Algorithms
CPU โ Central Processing Unit
RAM โ Random Access Memory
DBMS โ Database Management System
RDBMS โ Relational Database Management System
ACID โ Atomicity, Consistency, Isolation, Durability
OLTP โ Online Transaction Processing
OLAP โ Online Analytical Processing
TCP โ Transmission Control Protocol
IP โ Internet Protocol
DNS โ Domain Name System
MVC โ Model View Controller
MVVM โ Model View ViewModel
SDLC โ Software Development Life Cycle
CI/CD โ Continuous Integration / Continuous Deployment
JWT โ JSON Web Token
ORM โ Object Relational Mapping
API โ Application Programming Interface
REST โ Representational State Transfer
SOAP โ Simple Object Access Protocol
Big O โ Time & Space Complexity Notation
FIFO โ First In First Out
LIFO โ Last In First Out
๐ฌ Double Tap โค๏ธ for more!
DSA โ Data Structures & Algorithms
CPU โ Central Processing Unit
RAM โ Random Access Memory
DBMS โ Database Management System
RDBMS โ Relational Database Management System
ACID โ Atomicity, Consistency, Isolation, Durability
OLTP โ Online Transaction Processing
OLAP โ Online Analytical Processing
TCP โ Transmission Control Protocol
IP โ Internet Protocol
DNS โ Domain Name System
MVC โ Model View Controller
MVVM โ Model View ViewModel
SDLC โ Software Development Life Cycle
CI/CD โ Continuous Integration / Continuous Deployment
JWT โ JSON Web Token
ORM โ Object Relational Mapping
API โ Application Programming Interface
REST โ Representational State Transfer
SOAP โ Simple Object Access Protocol
Big O โ Time & Space Complexity Notation
FIFO โ First In First Out
LIFO โ Last In First Out
๐ฌ Double Tap โค๏ธ for more!
โค7
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๐ซ Know The Tools, Skills & Mindset to Land your first Job
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Eligibility :- Students ,Freshers & Working Professionals
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( Limited Slots ..Hurry Upโ )
Date & Time :- 17th July 2026 , 7:00 PM
๐ซ Know The Tools, Skills & Mindset to Land your first Job
โ
๐ซUnderstand the Foundations, tools, skills & the core essentials that you need to excel in the Data Science domain.
Eligibility :- Students ,Freshers & Working Professionals
๐ฅ๐ฒ๐ด๐ถ๐๐๐ฒ๐ฟ ๐๐ผ๐ฟ ๐๐ฅ๐๐๐ :-
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Make your resume stand out to recruiters without spending a single rupee
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๐ Learn for Free. Get Certified. Upgrade Your Resume. Land Your Dream Job!
Make your resume stand out to recruiters without spending a single rupee
โ 100% FREE Learning
โ Free Certificates
โ Beginner-Friendly
โ Self-Paced Learning
โ Resume & LinkedIn Boost
โ Industry-Relevant Skills
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โค2
๐ ๐๐ถ๐ฝ๐ ๐ณ๐ผ๐ฟ ๐ป๐ฒ๐ ๐ฐ๐ผ๐ฑ๐ฒ๐ฟ๐: ๐
1. Learn Fundamentals: Use W3Schools, FreeCodeCamp, or MDN for solid basics.
2. Watch and Code Along: Follow YouTube tutorials to code in real-time.
3. Practice Regularly: Build small projects to sharpen your skills.
4. Join Coding Communities: Engage on platforms like X, Discord, and Reddit for support.
5. Use AI Tools Wisely: Leverage tools like ChatGPT responsibly to aid learning.
6. Master Git and Version Control: Learn to manage your code effectively.
7. Stay Updated: Follow tech blogs, newsletters, and podcasts.
8. Network: Attend meetups, hackathons, and online coding events.
9. Explore Open Source: Contribute to projects to gain experience.
10.Never Stop Learning: Technology evolvesโkeep exploring new languages and frameworks.
Best Programming Resources: https://topmate.io/coding/886839
All the best ๐๐
1. Learn Fundamentals: Use W3Schools, FreeCodeCamp, or MDN for solid basics.
2. Watch and Code Along: Follow YouTube tutorials to code in real-time.
3. Practice Regularly: Build small projects to sharpen your skills.
4. Join Coding Communities: Engage on platforms like X, Discord, and Reddit for support.
5. Use AI Tools Wisely: Leverage tools like ChatGPT responsibly to aid learning.
6. Master Git and Version Control: Learn to manage your code effectively.
7. Stay Updated: Follow tech blogs, newsletters, and podcasts.
8. Network: Attend meetups, hackathons, and online coding events.
9. Explore Open Source: Contribute to projects to gain experience.
10.Never Stop Learning: Technology evolvesโkeep exploring new languages and frameworks.
Best Programming Resources: https://topmate.io/coding/886839
All the best ๐๐
โค1
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Apply Now๐:- https://pdlink.in/4aYWald
By E&ICT Academy, IIT Roorkee
Batch Closing Soon - 18th July 2026
โ
SQL Aggregations with Interview Q&A ๐๐งฎ
Aggregation functions help summarize large datasets. Combine them with GROUP BY to analyze grouped data.
1๏ธโฃ COUNT()
Returns the number of records.
2๏ธโฃ SUM()
Adds up values in a column.
3๏ธโฃ AVG()
Returns the average of values.
4๏ธโฃ MAX() / MIN()
Returns the highest/lowest value.
5๏ธโฃ GROUP BY
Groups rows that have the same values in specified columns.
6๏ธโฃ HAVING
Filters groups after aggregation (unlike WHERE which filters rows).
โโโโโโโโ
Real-World Interview Questions + Answers
Q1: Whatโs the difference between WHERE and HAVING?
A: WHERE filters rows before grouping. HAVING filters after aggregation.
Q2: Can you use aggregate functions without GROUP BY?
A: Yes. Without GROUP BY, the function applies to the entire table.
Q3: How do you find departments with more than 5 employees?
Q4: Can you group by multiple columns?
A: Yes.
Q5: How do you calculate total and average salary per department?
๐ฌ Tap โค๏ธ for more!
Aggregation functions help summarize large datasets. Combine them with GROUP BY to analyze grouped data.
1๏ธโฃ COUNT()
Returns the number of records.
SELECT COUNT(*) FROM employees;
2๏ธโฃ SUM()
Adds up values in a column.
SELECT dept_id, SUM(salary)
FROM employees
GROUP BY dept_id;
3๏ธโฃ AVG()
Returns the average of values.
SELECT AVG(salary) FROM employees;
4๏ธโฃ MAX() / MIN()
Returns the highest/lowest value.
SELECT MAX(salary), MIN(salary) FROM employees;
5๏ธโฃ GROUP BY
Groups rows that have the same values in specified columns.
SELECT dept_id, COUNT(*)
FROM employees
GROUP BY dept_id;
6๏ธโฃ HAVING
Filters groups after aggregation (unlike WHERE which filters rows).
SELECT dept_id, AVG(salary)
FROM employees
GROUP BY dept_id
HAVING AVG(salary) > 50000;
โโโโโโโโ
Real-World Interview Questions + Answers
Q1: Whatโs the difference between WHERE and HAVING?
A: WHERE filters rows before grouping. HAVING filters after aggregation.
Q2: Can you use aggregate functions without GROUP BY?
A: Yes. Without GROUP BY, the function applies to the entire table.
Q3: How do you find departments with more than 5 employees?
SELECT dept_id, COUNT(*)
FROM employees
GROUP BY dept_id
HAVING COUNT(*) > 5;
Q4: Can you group by multiple columns?
A: Yes.
GROUP BY dept_id, job_title
Q5: How do you calculate total and average salary per department?
SELECT dept_id, SUM(salary), AVG(salary)
FROM employees
GROUP BY dept_id;
๐ฌ Tap โค๏ธ for more!
โค6